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PhD Thesis

Repository for the code of thesis entitled Deep reinforcement learning-based dynamic scheduling submitted to Nanyang Technological University in partial fulfillment of the requirements for the degree of Doctor of Philosophy.

The code is created and validated by Liu Renke, PhD candidate of School of Mechanical and Aerospace Enginerring, Nanyang Technological University.

The code for experiments in Chapter 5 and 6 are stored under the folder "JSP" and "FJSP", respectively.

Thesis download: https://dr.ntu.edu.sg/handle/10356/158353

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phd-thesis-projects's Issues

代码运行错误

我正在拜读您于2022年发表在“INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH”上的文章《Deep reinforcement learning for dynamic scheduling of a flexible job shop》,并下载了源代码。这些内容使我在研究FJSP的课题中受益匪浅,对我的研究提供了巨大的帮助。

同时,更深入的学习和运行FJSP代码的过程中,出现了一些错误。如下:

当运行Thesis_tournament_R.py时,出现了读取“IQL_5wc20m_0_globalR.pt”的错误,具体:
FileNotFoundError: [Errno 2] No such file or directory: 'D:\RL_Scheduling\PhD-Thesis-Projects-main_improve\FJSP\routing_models\independent\IQL_5wc20m_0_globalR.pt'

请问这个错误该如何解决。

另外,routing models和 sequencing models文件夹中的.pt文件 是如何生成的?

非常期待得到您的指点和帮助。

再次感谢您的支持!

How can I find the paper link? Best regards!

Dear Dr. Liu,
Your work is fantastic, but I can't find a link to your PhD thesis. As an rookie to research reinforcement learning + intelligent scheduling, I feel that there is no way to start. Can you give me a link to your PhD thesis? Thank you very much!

Best regards!

email: [email protected]

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